Skip to main content
NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1801 · Rely

    AI-native diligence platform for multifamily real estate transactions

    10Agent
  2. #1802 · Ethosphere

    Voice-AI platform that turns in-store retail conversations into coaching insights for

    10Agent
  3. #1803 · 2wai

    Social app for AI avatars that lets anyone create a conversational 'HoloAvatar' digital twin

    10Agent
  4. #1804 · Emergence AI

    An enterprise-grade autonomous multi-agent orchestrator designed to coordinate AI agents

    10Agent
  5. #1805 · Mindtrip

    AI travel assistant that plans personalized trips, builds itineraries, and recommends

    10Agent
  6. #1806 · Caspian

    AI-native customs compliance and global trade advisory platform that automates duty drawback

    10Agent
  7. #1807 · Nexcade

    Agentic AI automation for freight forwarders, focused on pricing, quoting, and rate procurement

    10Agent
  8. #1808 · Vooma

    AI automation platform for freight brokers and carriers that streamlines back-office tasks

    10Agent
  9. #1809 · Neuronova

    Milan-based deep-tech startup developing ultra-low-power neuromorphic AI chips that let

    10Agent
  10. #1810 · Elastics

    AI-native operating system for prediction markets - trade with words, not order forms.

    10Agent
  11. #1811 · Klaimee

    Liability insurance for AI agents — you deploy them, we cover you.

    10Agent
  12. #1812 · Arzana

    AI automation for the manufacturing office — order entry, quoting, and customer updates.

    10Agent
  13. #1813 · AvatarOS

    Platform for high-end 3D AI virtual influencers with lifelike, expressive movement

    10Agent
  14. #1814 · Lucio

    AI-native workspace for lawyers to draft, research, and review

    10Agent
  15. #1815 · LatentForce

    Agentic AI for large-scale enterprise code migration and modernization

    10Agent
  16. #1816 · Trayd

    AI back-office operating system for specialty trade contractors

    10Agent
  17. #1817 · StormHarvester

    AI analytics that predict and prevent wastewater overflows and pollution

    10Agent
  18. #1818 · Kaaj

    Agentic AI credit intelligence that automates small-business loan underwriting

    10Agent
  19. #1819 · Presentations.AI

    AI-driven presentation platform that builds polished decks from prompts

    10Agent
  20. #1820 · LeanCon

    AI-powered pre-construction engineering team for contractors and developers

    10Agent
  21. #1821 · Homa

    AI homebuying platform that replaces the buyer's agent and rebates commission

    10Agent
  22. #1822 · Blockit

    AI scheduling agent that negotiates calendars on your behalf

    10Agent
  23. #1823 · Mixus

    AI agent command center built right inside your inbox and Slack

    10Agent
  24. #1824 · LakeFusion

    AI-native master data management on the Databricks Lakehouse

    10Agent

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.